{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "-"
    }
   },
   "source": [
    "# 多尺度目标检测\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "origin_pos": 2,
    "tab": [
     "pytorch"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(561, 728)"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "import torch\n",
    "from d2l import torch as d2l\n",
    "\n",
    "img = d2l.plt.imread('../img/catdog.jpg')\n",
    "h, w = img.shape[:2]\n",
    "h, w"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "在特征图 (`fmap`) 上生成锚框 (`anchors`)，每个单位（像素）作为锚框的中心"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "origin_pos": 5,
    "tab": [
     "pytorch"
    ]
   },
   "outputs": [],
   "source": [
    "def display_anchors(fmap_w, fmap_h, s):\n",
    "    d2l.set_figsize()\n",
    "    fmap = torch.zeros((1, 10, fmap_h, fmap_w))\n",
    "    anchors = d2l.multibox_prior(fmap, sizes=s, ratios=[1, 2, 0.5])\n",
    "    bbox_scale = torch.tensor((w, h, w, h))\n",
    "    d2l.show_bboxes(d2l.plt.imshow(img).axes, anchors[0] * bbox_scale)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "探测小目标"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "origin_pos": 7,
    "tab": [
     "pytorch"
    ]
   },
   "outputs": [
    {
     "data": {
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\" y=\"-10.778096\"/>\n",
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\" y=\"-10.778096\"/>\n",
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     "metadata": {
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     "output_type": "display_data"
    }
   ],
   "source": [
    "display_anchors(fmap_w=2, fmap_h=2, s=[0.4])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "将特征图的高度和宽度减小一半，然后将锚框的尺度增加到0.8"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "origin_pos": 11,
    "tab": [
     "pytorch"
    ]
   },
   "outputs": [
    {
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\" y=\"-10.778096\"/>\n",
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